{"id":"W4400998191","doi":"10.69554/lihr6053","title":"Sustainability issue communication and student social media engagement: Recommendations for climate communicators","year":2020,"lang":"en","type":"article","venue":"Journal of digital & social media marketing.","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"Environment and Climate Change Canada; Mitacs","keywords":"Sustainability; Social media; Psychology; Public engagement; Public relations; Political science; Computer science; World Wide Web; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01750355,0.001403932,0.002327535,0.004709821,0.007866495,0.01500046,0.004038872,0.008074704,0.01808657],"category_scores_gemma":[0.03660285,0.001008064,0.002052148,0.006396029,0.004135176,0.01468112,0.00642116,0.007371915,0.00293312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006364246,"about_ca_system_score_gemma":0.04716846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.027388,"about_ca_topic_score_gemma":0.09067388,"domain_scores_codex":[0.9922048,0.004881523,0.0004551074,0.0004943214,0.0009283875,0.001035707],"domain_scores_gemma":[0.9460286,0.03196545,0.002034633,0.0009168125,0.008318127,0.01073643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003137035,0.00338288,0.06512241,0.008994906,0.0001775515,0.000759144,0.04797789,0.0003525403,0.0003209047,0.01718597,0.175369,0.6800431],"study_design_scores_gemma":[0.0003662347,0.001096342,0.06626289,0.0333451,0.0007664309,0.000467333,0.4904155,0.001318968,0.0005115531,0.02682114,0.378303,0.0003254344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.04579088,0.1189259,0.004741617,0.7802087,0.005863477,0.002278737,0.0007115725,0.0004100063,0.04106911],"genre_scores_gemma":[0.4486584,0.369973,0.06034241,0.06664878,0.005823825,0.01576876,0.001612687,0.0002003038,0.03097184],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.027388,"threshold_uncertainty_score":0.09256876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0686850630627038,"score_gpt":0.3681764946554897,"score_spread":0.2994914315927859,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}